Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "101" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 88 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 84 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.181393 | -0.883276 | 0.528182 | -0.014177 | 0.226642 | -0.239224 | 0.237859 | -0.999800 | 0.7818 | 0.7996 | 0.2572 | 10.820748 | 10.184833 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 269.873420 | 272.857814 | inf | inf | 38.717779 | 79.396387 | 150.690988 | 488.588888 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.279281 | -1.121517 | 2.539268 | 1.193435 | 0.278198 | -0.042756 | 2.081340 | 0.054609 | 0.0391 | 0.0328 | 0.0021 | nan | nan |
| 2459591 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.450570 | -0.248300 | 1.056299 | -0.236556 | -0.042482 | -0.395818 | 0.983940 | -0.628792 | 0.6697 | 0.6869 | 0.3736 | 4.441318 | 4.470579 |
| 2459590 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.450945 | -0.221378 | 0.376870 | -0.381414 | -0.831652 | -0.670494 | 1.001174 | 0.654500 | 0.6752 | 0.6890 | 0.3653 | 5.344324 | 5.674911 |
| 2459589 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.108297 | -0.517966 | -0.318316 | -0.428717 | -0.898775 | -0.671494 | -0.426692 | -1.069069 | 0.7111 | 0.7128 | 0.2893 | 5.491836 | 5.071066 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.032848 | -0.770001 | 1.230190 | -1.100192 | -0.625758 | 0.068557 | -0.396079 | -0.970387 | 0.7706 | 0.7619 | 0.2322 | 8.205343 | 6.676642 |
| 2459587 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.759335 | -0.113407 | 2.566264 | -0.048310 | -0.877392 | -0.943373 | 0.764819 | -0.518867 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.909789 | -0.433242 | 1.239830 | 0.245421 | 0.904878 | -1.241245 | -0.189429 | -0.040429 | 0.6536 | 0.6730 | 0.3673 | 3.839412 | 3.711766 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.360635 | -0.943263 | 2.371676 | 0.255361 | 1.373492 | -0.588681 | 14.887907 | -0.184741 | 0.0333 | 0.0325 | 0.0014 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 18.056331 | 18.272261 | 1.882509 | 1.482612 | 2.906537 | 2.439597 | 0.375770 | 0.081168 | 0.6725 | 0.6872 | 0.3831 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.666509 | 0.180650 | -0.696849 | -0.885475 | -0.524052 | 0.195025 | -0.144538 | -0.391744 | 0.6706 | 0.6834 | 0.3872 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.540469 | 0.126489 | -0.382518 | -0.725068 | -0.662121 | -0.657237 | 1.066522 | -0.756189 | 0.6741 | 0.6859 | 0.3882 | 3.445223 | 3.366528 |
| 2459581 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.347334 | 0.040675 | -0.965771 | -0.792143 | -0.672991 | -0.276287 | 0.970219 | -0.656784 | 0.6808 | 0.6936 | 0.3815 | 3.631764 | 3.277445 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.381520 | -0.077972 | -0.422733 | -0.762818 | -0.045051 | -0.191115 | 0.070980 | -0.525817 | 0.6756 | 0.6899 | 0.3818 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.874235 | 0.386688 | -0.346257 | -0.702582 | -0.316773 | -0.098260 | 2.154796 | -0.190062 | 0.6695 | 0.6855 | 0.3879 | 5.500144 | 5.323740 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459577 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.281017 | -0.062400 | -0.925349 | -0.792073 | -0.779722 | -0.236788 | 0.800733 | -0.592079 | 0.6770 | 0.6927 | 0.3808 | 3.129186 | 2.954228 |
| 2459576 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.201645 | 0.079018 | -0.582408 | -0.731175 | -0.945559 | -0.176836 | 1.576735 | -0.216398 | 0.6990 | 0.7138 | 0.3821 | 5.392178 | 4.910569 |
| 2459575 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.053198 | -0.479145 | -0.852867 | -0.835232 | -1.501901 | 0.254474 | -0.835979 | -0.854464 | 0.7569 | 0.7618 | 0.3283 | 5.409226 | 4.966542 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.710349 | -0.071510 | -0.460921 | -0.819256 | -1.131049 | -0.079842 | 1.875668 | -0.584399 | 0.6884 | 0.7005 | 0.3845 | 4.949026 | 4.253247 |
| 2459572 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.544723 | -0.222508 | -0.760820 | -0.798683 | -0.959602 | -0.107743 | 2.863286 | -0.686851 | 0.6987 | 0.7115 | 0.3764 | 3.998167 | 3.564043 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.964379 | -0.745924 | 0.950320 | 1.151494 | 0.539271 | 0.850544 | 10.355577 | -0.488840 | 0.0529 | 0.0419 | 0.0074 | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.220641 | 0.217378 | 0.221417 | 0.028659 | 0.487348 | 0.687920 | 0.463183 | 0.443809 | 0.6911 | 0.7123 | 0.3494 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.081833 | -0.164467 | -0.834758 | -0.865044 | -1.278830 | -0.741324 | -0.860239 | -0.944729 | 0.7683 | 0.7765 | 0.2333 | 4.274941 | 3.809765 |
| 2459566 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.141946 | 0.300994 | -0.812843 | -0.717564 | -1.069693 | -0.941411 | 2.212117 | 0.112435 | 0.6801 | 0.6957 | 0.4036 | 3.484641 | 3.434393 |
| 2459565 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.645736 | -0.050602 | -0.665236 | -0.937896 | -0.559848 | 0.192366 | 1.613457 | -0.080085 | 0.7023 | 0.7109 | 0.3904 | 2.849899 | 2.823311 |
| 2459563 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.186409 | 0.145678 | -0.541381 | -0.479303 | -0.136235 | 0.147740 | 2.398258 | -0.626364 | 0.6992 | 0.7089 | 0.3864 | 4.187993 | 3.752612 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.761956 | -0.349007 | -0.288961 | -0.341178 | -0.033817 | 0.752520 | 1.203877 | -0.238174 | 0.6973 | 0.7128 | 0.3878 | 3.081992 | 2.829647 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.669936 | -0.249381 | -0.513486 | -0.449678 | -0.447104 | 0.868452 | 0.848533 | -0.576960 | 0.7057 | 0.7205 | 0.3809 | 2.865728 | 2.684786 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.735040 | -0.302820 | -0.274693 | -0.466380 | -0.120010 | 0.883885 | 1.481357 | -0.533243 | 0.6958 | 0.7087 | 0.3951 | 3.312678 | 2.986345 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.698417 | -0.354347 | -0.335526 | -0.588429 | -0.469274 | 0.647233 | 1.062322 | -0.398132 | 0.6961 | 0.7106 | 0.3817 | 2.831474 | 2.642946 |
| 2459558 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.166920 | 0.212073 | -0.353789 | -0.710127 | -0.649299 | 0.735901 | 0.375440 | -0.711664 | 0.6967 | 0.7081 | 0.3901 | 3.917452 | 3.547648 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0318 | 0.0298 | 0.0010 | nan | nan |
| 2459556 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.093733 | -0.007375 | -0.587095 | -0.811400 | -0.958992 | -0.001020 | 3.611137 | -1.149749 | 0.6968 | 0.7107 | 0.3847 | 3.826043 | 3.314774 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7021 | 0.7144 | 0.3942 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6985 | 0.7119 | 0.3927 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.129461 | -0.446756 | -0.714176 | 0.264203 | -0.744836 | -1.272197 | 4.366899 | -0.714708 | 0.7067 | 0.7137 | 0.3824 | 10.763570 | 9.116869 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.447566 | -0.126127 | -0.401085 | -0.637315 | -0.443322 | 0.258542 | 0.979644 | -0.435693 | 0.7009 | 0.7125 | 0.3787 | 2.749293 | 2.661779 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0415 | 0.0399 | 0.0014 | nan | nan |
| 2459549 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.171058 | -0.249275 | -0.799188 | -0.628461 | -1.033824 | 0.054790 | 1.544237 | -0.674244 | 0.6953 | 0.7104 | 0.3952 | 3.436992 | 3.229587 |
| 2459542 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.139593 | 0.545419 | -1.006807 | -0.245443 | -0.478985 | -0.314780 | 1.352322 | -0.704471 | 0.7513 | 0.7617 | 0.3494 | 3.199552 | 2.896507 |
| 2459541 | RF_maintenance | 0.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | -0.349598 | -0.175728 | -0.619248 | -0.420548 | -0.629790 | -1.249178 | -0.369175 | -0.949476 | 0.7423 | 0.7479 | 0.3309 | 4.941516 | 4.536441 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.243166 | 0.063384 | -0.716760 | -0.343153 | -0.368152 | -0.701946 | 1.348354 | -0.233946 | 0.7552 | 0.7585 | 0.3366 | 3.092415 | 2.754325 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.537210 | -0.572193 | -0.927427 | 0.071578 | -0.407818 | -0.622879 | 5.554041 | -0.685027 | 0.7248 | 0.7318 | 0.4171 | 4.675937 | 4.196280 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.280911 | -0.132162 | -0.507191 | -0.317273 | -0.168220 | -1.040867 | 2.105393 | 0.398866 | 0.7912 | 0.7806 | 0.3491 | 3.214548 | 2.920320 |
| 2459534 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.393329 | -0.070582 | -0.509243 | -0.270872 | 0.482052 | -0.493847 | 1.663218 | 0.419277 | 0.7801 | 0.7700 | 0.3407 | 6.176977 | 6.116985 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.235412 | -0.537403 | -0.136080 | -0.793760 | -0.856362 | 0.412941 | 5.168585 | -0.565115 | 0.7228 | 0.7324 | 0.3913 | 3.676905 | 3.117282 |
| 2459532 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.001941 | -0.367364 | -0.129689 | -0.898401 | -1.055595 | -0.044125 | 1.580338 | -0.818494 | 0.7262 | 0.7324 | 0.3869 | 4.381799 | 3.800119 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.711345 | -0.472077 | -0.446890 | -0.334933 | -0.260851 | 0.790582 | 1.921176 | -0.329299 | 0.7287 | 0.7382 | 0.3985 | 3.271548 | 3.128205 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.680900 | -0.242591 | -0.353010 | -0.857966 | -0.985853 | -0.431566 | 2.543498 | 2.003550 | 0.9143 | 0.9424 | 0.2805 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.408846 | -0.814769 | -0.977144 | -0.736036 | -0.351396 | -1.009720 | 2.458604 | -0.736899 | nan | nan | nan | 6.062305 | 5.094615 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.137044 | -0.014579 | -0.376850 | -0.577909 | 0.648753 | 0.053580 | 4.622538 | 1.456052 | 0.6758 | 0.7357 | 0.3448 | 4.982176 | 5.195731 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.866759 | -0.757126 | 0.707198 | 0.597558 | 0.248626 | -0.225243 | 7.695620 | 0.274999 | 0.0768 | 0.0641 | 0.0154 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.522789 | -0.462915 | -0.373446 | -0.966152 | -1.026697 | -0.145756 | -0.621949 | -0.658607 | 0.9238 | 0.9584 | 0.1541 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.251538 | -0.401683 | -0.356685 | -0.853479 | -0.498463 | -0.800064 | 3.724061 | 0.911665 | 0.8892 | 0.8693 | 0.2004 | 18.591561 | 16.663968 |
| 2459503 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.059262 | -0.564604 | -0.306998 | -0.539393 | -0.328574 | 0.372483 | 1.270782 | -0.684627 | 0.8816 | 0.8770 | 0.4104 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.726449 | -0.675688 | 0.470641 | -0.696739 | -0.742017 | 0.467726 | 0.872186 | -1.051318 | 0.8732 | 0.9035 | 0.3433 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.569744 | -1.065553 | 0.107695 | -1.328102 | 0.144944 | -0.932826 | 0.391522 | -0.946888 | 0.8771 | 0.8992 | 0.3381 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.315756 | -0.901241 | -0.019708 | -1.325523 | 0.017043 | -0.709539 | 1.652480 | -0.136216 | 0.8903 | 0.9495 | 0.1598 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.360977 | -0.667650 | 0.148534 | -0.791662 | -0.109850 | -0.632515 | 1.742784 | -0.651004 | 0.8875 | 0.9015 | 0.3605 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.639440 | -0.790990 | 0.249488 | -0.579022 | -0.164276 | -0.569135 | 0.649142 | 1.028575 | 0.9162 | 0.9415 | 0.2810 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.005379 | -0.340122 | -0.017380 | -0.870484 | -0.532326 | -1.051336 | 0.318748 | -0.457672 | 0.8620 | 0.8895 | 0.3811 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.256253 | -0.928267 | -0.244411 | -0.768706 | -0.504575 | -0.738556 | 0.355712 | -0.310024 | 0.8555 | 0.8830 | 0.4280 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.013280 | -0.480229 | 0.095836 | -1.068603 | -0.166587 | -0.634765 | 1.187305 | -0.290936 | 0.8480 | 0.8745 | 0.4456 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.960055 | -0.108787 | -0.351804 | -0.156460 | -0.546411 | -0.998986 | 7.686046 | -0.853356 | 0.7339 | 0.7950 | 0.3292 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.752526 | -0.098028 | -0.601322 | -0.112156 | -1.078580 | -0.164959 | 0.431398 | -1.317614 | 0.7728 | 0.8098 | 0.2714 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.791272 | -0.600069 | -1.144353 | 0.314125 | -0.870827 | -0.562783 | 7.870014 | -0.364265 | 0.7488 | 0.8022 | 0.3485 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.634058 | 0.096295 | -0.859833 | -0.229477 | -0.337344 | 0.504035 | 9.633191 | -0.636779 | 0.7652 | 0.8089 | 0.3027 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.791933 | 0.453560 | -0.719457 | -0.081367 | -1.188134 | 0.386158 | 6.264837 | -0.682829 | 0.7664 | 0.8113 | 0.3321 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.103119 | 0.351262 | -0.443758 | 0.847345 | -0.580687 | -0.735916 | -0.673741 | 1.103119 | -1.284522 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 3.478935 | 0.881339 | -0.215005 | 0.117785 | -0.320957 | -1.019253 | -0.714134 | 3.478935 | -0.976602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 1.111996 | 1.111996 | 0.006429 | 0.244304 | -0.422999 | -0.580202 | -0.274074 | 0.188074 | -1.300563 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.182189 | 0.126387 | 1.172423 | -0.562696 | 0.824060 | -0.419369 | 0.149405 | -0.956146 | 1.182189 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 0.964900 | 0.004224 | 0.964900 | -0.446458 | 0.766525 | -0.236636 | -0.479111 | 0.189190 | 0.828994 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.155265 | 0.351276 | 0.910313 | -0.729688 | 0.752194 | -0.681247 | 0.509214 | 0.091919 | 1.155265 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Power | 2.073572 | 0.655995 | -0.602422 | 2.073572 | 1.540459 | 0.194827 | -0.520910 | 0.938771 | -0.119272 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 0.752111 | 0.752111 | -0.001242 | 0.201909 | -0.427486 | -0.881268 | -0.764248 | -0.549371 | -0.878595 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Power | 0.359624 | -0.337450 | -0.717880 | 0.359624 | -0.666832 | -0.803658 | -0.827620 | -0.379341 | -0.823975 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 8.983791 | 0.124432 | 1.323669 | -0.581638 | 0.896593 | -0.060606 | -0.290578 | -0.868758 | 8.983791 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Power | inf | 321.507294 | 324.354979 | inf | inf | 37.676785 | 49.804212 | 276.553425 | 774.478515 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 11.353462 | -0.222752 | 0.438870 | -0.830464 | 0.715753 | 0.066554 | -0.588970 | -0.924792 | 11.353462 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.652564 | -0.119965 | 0.460616 | -0.300049 | 0.635898 | -0.518812 | -1.014783 | -0.315197 | 1.652564 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 0.480758 | -0.325014 | 0.480758 | -0.225836 | -0.550123 | -0.529034 | -0.887374 | -0.660928 | -0.687093 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 1.181393 | 1.181393 | -0.883276 | 0.528182 | -0.014177 | 0.226642 | -0.239224 | 0.237859 | -0.999800 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Power | inf | 269.873420 | 272.857814 | inf | inf | 38.717779 | 79.396387 | 150.690988 | 488.588888 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Power | 2.539268 | -1.121517 | -0.279281 | 1.193435 | 2.539268 | -0.042756 | 0.278198 | 0.054609 | 2.081340 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Power | 1.056299 | -0.248300 | 0.450570 | -0.236556 | 1.056299 | -0.395818 | -0.042482 | -0.628792 | 0.983940 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.001174 | 0.450945 | -0.221378 | 0.376870 | -0.381414 | -0.831652 | -0.670494 | 1.001174 | 0.654500 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | -0.108297 | -0.517966 | -0.108297 | -0.428717 | -0.318316 | -0.671494 | -0.898775 | -1.069069 | -0.426692 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Power | 1.230190 | 1.032848 | -0.770001 | 1.230190 | -1.100192 | -0.625758 | 0.068557 | -0.396079 | -0.970387 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Power | 2.566264 | -0.113407 | 0.759335 | -0.048310 | 2.566264 | -0.943373 | -0.877392 | -0.518867 | 0.764819 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Power | 1.239830 | 0.909789 | -0.433242 | 1.239830 | 0.245421 | 0.904878 | -1.241245 | -0.189429 | -0.040429 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 14.887907 | -0.360635 | -0.943263 | 2.371676 | 0.255361 | 1.373492 | -0.588681 | 14.887907 | -0.184741 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Shape | 18.272261 | 18.056331 | 18.272261 | 1.882509 | 1.482612 | 2.906537 | 2.439597 | 0.375770 | 0.081168 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 0.666509 | 0.666509 | 0.180650 | -0.696849 | -0.885475 | -0.524052 | 0.195025 | -0.144538 | -0.391744 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.066522 | 0.126489 | 0.540469 | -0.725068 | -0.382518 | -0.657237 | -0.662121 | -0.756189 | 1.066522 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 0.970219 | 0.347334 | 0.040675 | -0.965771 | -0.792143 | -0.672991 | -0.276287 | 0.970219 | -0.656784 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 0.381520 | -0.077972 | 0.381520 | -0.762818 | -0.422733 | -0.191115 | -0.045051 | -0.525817 | 0.070980 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 2.154796 | 0.874235 | 0.386688 | -0.346257 | -0.702582 | -0.316773 | -0.098260 | 2.154796 | -0.190062 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 0.800733 | -0.062400 | 0.281017 | -0.792073 | -0.925349 | -0.236788 | -0.779722 | -0.592079 | 0.800733 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.576735 | 0.079018 | 0.201645 | -0.731175 | -0.582408 | -0.176836 | -0.945559 | -0.216398 | 1.576735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Temporal Variability | 0.254474 | -0.479145 | 0.053198 | -0.835232 | -0.852867 | 0.254474 | -1.501901 | -0.854464 | -0.835979 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.875668 | -0.071510 | 0.710349 | -0.819256 | -0.460921 | -0.079842 | -1.131049 | -0.584399 | 1.875668 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 2.863286 | -0.222508 | 0.544723 | -0.798683 | -0.760820 | -0.107743 | -0.959602 | -0.686851 | 2.863286 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 10.355577 | -0.745924 | -0.964379 | 1.151494 | 0.950320 | 0.850544 | 0.539271 | -0.488840 | 10.355577 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Temporal Variability | 0.687920 | -0.220641 | 0.217378 | 0.221417 | 0.028659 | 0.487348 | 0.687920 | 0.463183 | 0.443809 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 0.081833 | -0.164467 | 0.081833 | -0.865044 | -0.834758 | -0.741324 | -1.278830 | -0.944729 | -0.860239 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 2.212117 | 0.300994 | 0.141946 | -0.717564 | -0.812843 | -0.941411 | -1.069693 | 0.112435 | 2.212117 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.613457 | -0.645736 | -0.050602 | -0.665236 | -0.937896 | -0.559848 | 0.192366 | 1.613457 | -0.080085 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 2.398258 | 0.186409 | 0.145678 | -0.541381 | -0.479303 | -0.136235 | 0.147740 | 2.398258 | -0.626364 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.203877 | -0.761956 | -0.349007 | -0.288961 | -0.341178 | -0.033817 | 0.752520 | 1.203877 | -0.238174 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Temporal Variability | 0.868452 | -0.669936 | -0.249381 | -0.513486 | -0.449678 | -0.447104 | 0.868452 | 0.848533 | -0.576960 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.481357 | -0.735040 | -0.302820 | -0.274693 | -0.466380 | -0.120010 | 0.883885 | 1.481357 | -0.533243 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.062322 | -0.698417 | -0.354347 | -0.335526 | -0.588429 | -0.469274 | 0.647233 | 1.062322 | -0.398132 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Temporal Variability | 0.735901 | 0.212073 | 0.166920 | -0.710127 | -0.353789 | 0.735901 | -0.649299 | -0.711664 | 0.375440 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 3.611137 | -0.007375 | -0.093733 | -0.811400 | -0.587095 | -0.001020 | -0.958992 | -1.149749 | 3.611137 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 4.366899 | -0.446756 | 0.129461 | 0.264203 | -0.714176 | -1.272197 | -0.744836 | -0.714708 | 4.366899 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 0.979644 | -0.126127 | -0.447566 | -0.637315 | -0.401085 | 0.258542 | -0.443322 | -0.435693 | 0.979644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.544237 | 0.171058 | -0.249275 | -0.799188 | -0.628461 | -1.033824 | 0.054790 | 1.544237 | -0.674244 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.352322 | 0.545419 | -0.139593 | -0.245443 | -1.006807 | -0.314780 | -0.478985 | -0.704471 | 1.352322 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Shape | -0.175728 | -0.175728 | -0.349598 | -0.420548 | -0.619248 | -1.249178 | -0.629790 | -0.949476 | -0.369175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.348354 | 0.063384 | -0.243166 | -0.343153 | -0.716760 | -0.701946 | -0.368152 | -0.233946 | 1.348354 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 5.554041 | -0.572193 | -0.537210 | 0.071578 | -0.927427 | -0.622879 | -0.407818 | -0.685027 | 5.554041 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 2.105393 | -0.280911 | -0.132162 | -0.507191 | -0.317273 | -0.168220 | -1.040867 | 2.105393 | 0.398866 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.663218 | -0.070582 | -0.393329 | -0.270872 | -0.509243 | -0.493847 | 0.482052 | 0.419277 | 1.663218 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 5.168585 | -0.235412 | -0.537403 | -0.136080 | -0.793760 | -0.856362 | 0.412941 | 5.168585 | -0.565115 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.580338 | -0.001941 | -0.367364 | -0.129689 | -0.898401 | -1.055595 | -0.044125 | 1.580338 | -0.818494 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.921176 | -0.472077 | -0.711345 | -0.334933 | -0.446890 | 0.790582 | -0.260851 | -0.329299 | 1.921176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 2.543498 | -0.680900 | -0.242591 | -0.353010 | -0.857966 | -0.985853 | -0.431566 | 2.543498 | 2.003550 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 2.458604 | -0.408846 | -0.814769 | -0.977144 | -0.736036 | -0.351396 | -1.009720 | 2.458604 | -0.736899 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 4.622538 | -0.014579 | 0.137044 | -0.577909 | -0.376850 | 0.053580 | 0.648753 | 1.456052 | 4.622538 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 7.695620 | -0.757126 | -0.866759 | 0.597558 | 0.707198 | -0.225243 | 0.248626 | 0.274999 | 7.695620 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Temporal Variability | -0.145756 | -0.462915 | -0.522789 | -0.966152 | -0.373446 | -0.145756 | -1.026697 | -0.658607 | -0.621949 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 14.051468 | -0.564673 | -0.300143 | -0.500205 | -1.006866 | -0.354933 | -0.468108 | 14.051468 | 0.316956 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 3.724061 | -0.401683 | 0.251538 | -0.853479 | -0.356685 | -0.800064 | -0.498463 | 0.911665 | 3.724061 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.270782 | 0.059262 | -0.564604 | -0.306998 | -0.539393 | -0.328574 | 0.372483 | 1.270782 | -0.684627 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 0.872186 | 0.726449 | -0.675688 | 0.470641 | -0.696739 | -0.742017 | 0.467726 | 0.872186 | -1.051318 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 0.569744 | 0.569744 | -1.065553 | 0.107695 | -1.328102 | 0.144944 | -0.932826 | 0.391522 | -0.946888 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.652480 | -0.901241 | 0.315756 | -1.325523 | -0.019708 | -0.709539 | 0.017043 | -0.136216 | 1.652480 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.742784 | 0.360977 | -0.667650 | 0.148534 | -0.791662 | -0.109850 | -0.632515 | 1.742784 | -0.651004 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | nn Temporal Discontinuties | 1.028575 | -0.790990 | 0.639440 | -0.579022 | 0.249488 | -0.569135 | -0.164276 | 1.028575 | 0.649142 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 0.318748 | 0.005379 | -0.340122 | -0.017380 | -0.870484 | -0.532326 | -1.051336 | 0.318748 | -0.457672 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 0.355712 | -0.256253 | -0.928267 | -0.244411 | -0.768706 | -0.504575 | -0.738556 | 0.355712 | -0.310024 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 1.187305 | -0.480229 | 0.013280 | -1.068603 | 0.095836 | -0.634765 | -0.166587 | -0.290936 | 1.187305 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 7.686046 | -0.108787 | 0.960055 | -0.156460 | -0.351804 | -0.998986 | -0.546411 | -0.853356 | 7.686046 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Shape | 0.752526 | 0.752526 | -0.098028 | -0.601322 | -0.112156 | -1.078580 | -0.164959 | 0.431398 | -1.317614 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 7.870014 | -0.600069 | 0.791272 | 0.314125 | -1.144353 | -0.562783 | -0.870827 | -0.364265 | 7.870014 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 9.633191 | 0.634058 | 0.096295 | -0.859833 | -0.229477 | -0.337344 | 0.504035 | 9.633191 | -0.636779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101 | 8 | RF_maintenance | ee Temporal Discontinuties | 6.264837 | 0.791933 | 0.453560 | -0.719457 | -0.081367 | -1.188134 | 0.386158 | 6.264837 | -0.682829 |